R&D Consulting Operations Platform
Qolzavryth AI is the purpose-built operating system for R&D consulting firms. It connects the complete client engagement lifecycle into one transparent workflow—from qualifying technical briefs and modeling project estimates to architecting research protocols, monitoring experimental matching standards, reviewing technical evidence, generating client deliverables, and reconciling milestone invoices. Teams deliver rigorous, defensible science on time and within budget.
The operations view
Practice leaders and principal investigators use this central overview to track active research engagements, review milestone delivery timelines, and monitor overall project health. Teams evaluate laboratory capacity, inspect evidence traceability matrices, and coordinate review queues across the entire consulting practice.
Delivery Pacing & Schedules
Forecasts milestone completion rates across active consulting engagements, classifying deliverables as on track, at risk, or delayed to safeguard client delivery commitments.
Verification & Review Risk
Maps empirical integrity across protocols, datasets, calculations, and conclusions while surfacing high-risk technical findings in data validation and methodology reviews in real time.
Commercial Closeout & Billings
Tracks completed research closeouts, reconciles approved milestone billings, and isolates disputed items to ensure swift fee collection without billing friction.
Proven business impact & ROI
R&D consulting operations benchmark
14 hrs
weekly per research associate
Scientists lose hours copying test conditions, units, and instrument CSVs into reports. AI extracts structured experimental observations and normalizes measurement units automatically.
88%
faster deviation triage
Unapproved methodological shifts compromise deliverables. Statistical monitoring computes RMSE and percentage variance in real time, alerting PIs to protocol departures immediately.
42%
fewer client disputes
Contractual disputes stem from disconnected conclusions. Full source-to-deliverable traceability links every recommendation directly to raw experimental runs and verified datasets.
100%
milestone reconciliation
Milestone payment delays occur when technical proof lags billing. Automated reconciliation audits reconcile approved deliverables, billable hours, and laboratory consumables with final invoices.
14 hrs, 88%, 42% and 100% mirror R&D consulting operations benchmarks shown above — illustrative targets for an R&D consulting practice, not measured Qolzavryth AI customer results or a performance guarantee.
The Nestack Operations Suite
Multi-Industry AI EcosystemOperations, technical reviews, and advisory mandates move differently in every field, with unique teams, workflows, documents, and decisions. Explore our specialized sister platforms engineered for complex delivery.
Research engagement delivery, protocol matching, quality review, and reconciliation.
AI-powered M&A, transaction and restructuring advisory, from inquiry to close.
AI-powered consulting operations, from intake through client review.
The operating system for consulting mandates, from need to trusted recommendation.
AI-native audit operations, from intake to signoff.
Evidence-led consulting, from organizational diagnosis to measurable outcomes.
Evidence-led process transformation, from problem to proven result.
The complete AI operating system for enterprise capability & consulting routing.
Technical examination, failure analysis & audit-grade expert engineering reporting.
Every Nestack platform operates on shared AI orchestration, verified evidence tracing, and industry-tailored ingestion models.
The whole operation
The same research engagement advances through each operational stage — from Client intake and Estimate design through Research Planning, Protocol Matching, Quality review, Client Deliverables, and Invoice Reconciliation. Each module connects what your scientists and PIs execute, what embedded AI structures, and how traceable evidence transfers seamlessly into contractual deliverables.
Client Intake
Teams use this module to ingest incoming research briefs, evaluate client specifications, and identify missing protocol requirements before project kickoff. Investigators review experimental feasibility, confirm laboratory capacity, and advance approved scopes directly into project planning.
Estimate Design
Teams use this module to structure experimental work packages, assign specialist billing categories, and calculate comprehensive laboratory expense budgets. Project managers configure labor tiers, incorporate direct material costs, and assemble defensible project quotes ready for client approval.
Research Planning
Principal investigators use this workspace to configure experimental design matrices, establish standard testing procedures, and map potential technical risks. Scientists schedule specialist hours, define environmental acceptance thresholds, and align methodology guidelines before laboratory trials begin.
Protocol Matching
Laboratory technicians use this module to compare experimental run sheets and automated instrument readings directly against approved testing protocols. The system highlights operational variances, validates dataset completeness, and alerts scientists to anomalous test values before review.
Quality Review
Quality directors use this audit gate to examine experimental outputs, evaluate protocol deviations, and verify supporting calculation files. Reviewers inspect analytical findings with linked evidence trails, resolve methodology queries, and sign off on verified technical records.
Client Deliverables
Consulting teams use this module to draft technical summary reports, embed verified laboratory evidence, and assemble formal client presentations. Authors incorporate real-time client feedback, attach source calculation sheets, and publish audit-ready deliverables with complete data lineage.
Invoice Reconciliation
Finance teams use this workspace to reconcile completed research milestones against approved contract scopes and contractual billing agreements. Commercial leads verify completed deliverables, match external expense receipts, and generate transparent invoices without fee disputes.
How it works
One unified operational workflow: Qolzavryth AI orchestrates technical consulting engagements from Client intake and Estimate design through Research Planning, Protocol Matching, Quality review, Client Deliverables, and Invoice Reconciliation.
Client research briefs and RFPs flow into Client intake, where AI extracts technical objectives, constraints, and discipline requirements. Estimate design immediately computes detailed work breakdown structures, laboratory hours, and defensible commercial fee proposals.
Research Planning coordinates experimental phases, milestone timelines, and laboratory resource allocations. Protocol Matching cross-references live laboratory test procedures against verified standards, monitoring tolerances and flagging deviations in real time.
Quality review subjects experimental datasets to rigorous scientific audit. Client Deliverables compiles validated findings into audit-ready client reports, while Invoice Reconciliation aligns accepted milestones and consulting hours directly with final client billing.
Architecture
Don't settle for the AI your software chose. Qolzavryth AI preserves your research workflow and puts an orchestration layer in the middle — matching each scientific task to the intelligence that fits it.
Qolzavryth AI
Routed engagement work
Read client briefs, RFPs and technical appendices
One research record
Connectivity
Connects with the CRM, collaboration, document, data and signature systems your firm already runs on through documented APIs. Client records, files, staffing signals and status updates move into Qolzavryth AI — and back out — without repeated manual entry.
Standards we support
Qolzavryth AI supports the scientific data integrity, quality management, information security, and intellectual property governance controls technical consultancies and their clients require.
Core Product Standards & Controls
4 standardsQuality Checklist & Review Approvals
Supports research document version tracking, technical review approvals, and basic quality checklists to maintain organized research records.
Client Confidentiality & Role Permissions
Provides basic user permissions and restricted document access to help protect confidential client research files.
Intellectual Property Governance
Supports research ownership records, confidentiality acknowledgments, and simple intellectual property handover checklists.
Activity Logs & Modification History
Maintains basic activity logs, document modification history, and reviewer approval records for research engagement tracking.
Supports research document version tracking, technical review approvals, and basic quality checklists to maintain organized research records.
Provides basic user permissions and restricted document access to help protect confidential client research files.
Supports research ownership records, confidentiality acknowledgments, and simple intellectual property handover checklists.
Maintains basic activity logs, document modification history, and reviewer approval records for research engagement tracking.
Extended Regulatory & Industry Frameworks
4 standardsTesting & Calibration Laboratories
Ensures technical competence and data integrity through unbroken measurement traceability, instrument calibration logs, normalized test condition records, and protocol deviation tracking.
Good Laboratory Practice
Supports regulated study documentation, electronic laboratory notebook (ELN) exports, raw data provenance, apparatus logs, and independent technical reviewer sign-offs.
Information Security Management
Enforces role-based access control, cryptographic isolation, confidential technical data classification, and comprehensive audit trail logging across all research workspaces.
Data Protection & Privacy
Maintained directly as your processor: a data processing agreement (DPA), sub-processor controls, and support for data-subject requests with isolated VPC and on-premises deployment options.
Ensures technical competence and data integrity through unbroken measurement traceability, instrument calibration logs, normalized test condition records, and protocol deviation tracking.
Supports regulated study documentation, electronic laboratory notebook (ELN) exports, raw data provenance, apparatus logs, and independent technical reviewer sign-offs.
Enforces role-based access control, cryptographic isolation, confidential technical data classification, and comprehensive audit trail logging across all research workspaces.
Maintained directly as your processor: a data processing agreement (DPA), sub-processor controls, and support for data-subject requests with isolated VPC and on-premises deployment options.
Qolzavryth AI ships
Not a chatbot on the side. Nestack Agents run the technical workflows your research practice already delivers — with the operational bar scientific evidence expects.
Statements of work, deliverable mapping, work-breakdown structures, resource calculations, and contractual assumptions — scoped, estimated, and validated like technical consulting.
142
56
580+
24/7
Add-ons
Connect compatible laboratory instruments, telemetry gateways, specimen scanners, and inspection devices. Each piece of hardware interfaces through documented network protocols, industrial SDKs, or secure APIs into your research modules to ensure continuous data provenance.
Digitizes physical client research dossiers, technical appendices, and signed agreements directly from the desktop. Optical character recognition extracts research disciplines and constraints into structured intake briefs for immediate review.
Continuously monitors environmental chamber conditions including temperature, relative humidity, and pressure differentials. Streams time-synchronized telemetry directly into quality modules to verify test conditions against protocol tolerances.
Enables benchside scanning of sample vials, reagent lot numbers, and live test run observations in cleanroom environments. Validates reagent expiration and calibration status at the point of capture to maintain an unbroken chain of custody.
Captures high-resolution macro and microscopic image sequences of material stress, prototype degradation, and chemical reaction stages. Attaches timestamped optical evidence frames directly to client deliverables for defensible documentation.
Our prices
the whole firm
$200/mo
Qolzavryth AI runs on a single monthly subscription, covering every research engagement your firm delivers — from Client intake and Estimate design through Research Planning, Protocol Matching, Quality review, Client Deliverables, and Invoice Reconciliation.
What your onboarding fee covers
A one-time setup that gets your R&D consulting firm fully live before the first monthly cycle — we import historical research engagements, active proposals, and protocol libraries, connect your lab instruments and documents, and configure Client intake, Estimate design, Research Planning, Protocol Matching, Quality review, Client Deliverables, and Invoice Reconciliation around how your technical practice actually runs. Each fee below is a starting point: the final onboarding is scoped once we understand your environment, laboratory systems, security needs, integrations, data volume, compliance frameworks, and deployment model.
$1,000+
The foundation:
$2,500+
Everything in Essential, plus:
$5,000+
Everything in Plus, plus:
$1,000+
The foundation:
$2,500+
Everything in Essential, plus:
$5,000+
Everything in Plus, plus:
How it runs
Two ways to run Qolzavryth AI — same platform, same ongoing subscription price. Only the onboarding may differ by your requirements.
Runs in Nestack's managed cloud — the fastest way to go live. We handle hosting, backups, and security so your R&D consulting firm logs in and immediately starts running qualified client briefs, research plans, and execution pipelines.
The same platform deployed inside your own infrastructure — your AWS/GCP/Azure VPC, air-gapped environment, or on-premises laboratory servers — for firms handling proprietary client technical IP, classified defense contracts, or confidential trade secrets. Research data and experimental files never leave your perimeter, and the subscription stays the same.
Common questions
Bringing new software into a consulting firm raises fair questions. These are the ones partners and procurement ask us first.
One flat monthly subscription covers your entire consulting practice — with zero per-seat fees, zero project penalties, and no user caps. Every managing partner, principal investigator, research scientist, and technical reviewer gets full access. You never have to ration licenses or juggle logins as your project teams grow.
No. Your monthly subscription includes all standard cloud compute, secure evidence storage, automated document parsing, and continuous platform upgrades. The only separate charge is our one-time onboarding tier, scoped transparently upfront according to your laboratory hardware connections, historical data volume, and deployment requirements.
Client research files, experimental data, and proprietary formulas are cryptographically isolated, role-permissioned, and encrypted both in transit and at rest. We support audit-ready compliance controls including ISO 9001, ISO/IEC 17025, GLP, and GDPR. For defense contractors and strict patent restrictions, we provide single-tenant private VPC and air-gapped on-premises deployments.
Never. We enforce a strict zero-training policy. Your experimental run sheets, test protocols, client deliverables, and analytical datasets belong exclusively to your firm. They are never ingested by public foundation models or accessible by any external party.
Disconnected tools leave critical evidence gaps: client briefs get buried in email, laboratory run sheets lack traceable lineage, and partners spend unbilled hours reconciling disputed invoice line items. Our platform connects your scientific execution with commercial delivery in one continuous pipeline, eliminating client fee write-downs and protecting consulting margins.
Most practices experience significant returns within their first client engagement cycle. Research associates eliminate hours of manual data extraction and unit normalization, proposal turnaround accelerates with defensible cost modeling, and protocol departures are caught before laboratory testing concludes, preventing expensive re-runs.
Our dedicated technical deployment team leads a white-glove onboarding program tailored to your laboratory environment. We configure your workspace, import existing research protocols and rate cards, connect instrument telemetry pipelines, and conduct role-specific training for your investigators and scientists so your team is fully live in weeks.
Every subscription includes priority engineering support, direct access to solutions architects, and ongoing technical maintenance. Whether configuring custom testing standards or connecting specialized hardware gateways, our team ensures continuous operational reliability with zero workflow disruption.
